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1032 postsHow to Become a Forward Deployed Engineer in 2026
A concrete 2026 roadmap to becoming a Forward Deployed Engineer: key skills, portfolio artifacts, interview stages, and a realistic prep timeline.
How a shared JSONL file inflated our eval score to 0.94
A retrieval-based few-shot selector shared its index with the eval set, inflating accuracy from 0.79 to a fake 0.94. Here's the contamination check that catches it.
Claude Code Left 10 Orphaned Busy-Loops Burning a Laptop's CPU
A Claude Code session left 10 orphaned busy-loops running for two days, pegging CPU. Here's how it was diagnosed and fixed.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comDiffusionGemma: Google's Diffusion-Based LLM Developer Guide
Google's DiffusionGemma developer guide: diffusion-based LLM with bidirectional attention, 4x faster generation, vLLM support, and Sudoku fine-tuning results.
Text-to-SQL Fails Because of Your Warehouse, Not the Model
Text-to-SQL accuracy collapses on real enterprise warehouses despite strong benchmark scores. Evidence points to undocumented schemas, not model quality, as the cause.
ClickHouse vs Postgres: A 100 Million Row Showdown on a Mac Mini
A Mac Mini M4 benchmark pits ClickHouse against Postgres across 100 million LLM trace rows, comparing ingest speed, disk usage, and query latency.
HTTP Gets a New Method: How QUERY Reshapes API Design
RFC 10008 defines HTTP's new QUERY method, letting APIs send safe, idempotent, cacheable complex queries without abusing POST semantics.
monocoque 0.3.0: pure-Rust ZeroMQ over io_uring, tokio, smol
monocoque 0.3.0 brings pure-Rust ZeroMQ (ZMTP 3.1) with a compio 0.19/io_uring upgrade, SO_REUSEPORT, zero-alloc hot path, and CI-enforced performance and security guarantees.
From Single Agent to Orchestration: When Multi-Agent Systems Pay Off
When to move from a single LLM agent to multi-agent orchestration, the production patterns that matter, and a Rust coordinator/worker example.
Evaluating Agentic Autofix: Canary Gates and Failure Taxonomies
GitHub's July 2026 agentic autofix preview prompts a proposed framework for evaluating AI security patches via canary testing and failure classes.